diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle
index 6855f87e0..f9de9f984 100644
Binary files a/doc/LectureNotes/_build/.doctrees/environment.pickle and b/doc/LectureNotes/_build/.doctrees/environment.pickle differ
diff --git a/doc/LectureNotes/_build/.doctrees/week36.doctree b/doc/LectureNotes/_build/.doctrees/week36.doctree
index 58d200532..3701a66d2 100644
Binary files a/doc/LectureNotes/_build/.doctrees/week36.doctree and b/doc/LectureNotes/_build/.doctrees/week36.doctree differ
diff --git a/doc/LectureNotes/_build/html/_sources/week36.ipynb b/doc/LectureNotes/_build/html/_sources/week36.ipynb
index ce8118002..9d7c9b89a 100644
--- a/doc/LectureNotes/_build/html/_sources/week36.ipynb
+++ b/doc/LectureNotes/_build/html/_sources/week36.ipynb
@@ -2,7 +2,7 @@
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     "  * Recommended Reading: Goodfellow et al chapter 3  (till 3.11) on probability theory, see <https://www.deeplearningbook.org/>\n",
     "\n",
     "  * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.\n",
-    "<!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->\n",
-    "<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->\n",
+    "\n",
+    "  * [Video of lecture](https://youtu.be/oHjqjUB36KE)  \n",
+    "\n",
+    "  * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf)\n",
     "\n",
     "* Material for the active learning sessions on Tuesday and Wednesday\n",
     "\n",
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@@ -1620,7 +1622,7 @@
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@@ -1630,7 +1632,7 @@
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@@ -1650,7 +1652,7 @@
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@@ -1662,7 +1664,7 @@
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@@ -1672,7 +1674,7 @@
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@@ -1684,7 +1686,7 @@
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@@ -1696,7 +1698,7 @@
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@@ -1708,7 +1710,7 @@
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@@ -1720,7 +1722,7 @@
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@@ -1732,7 +1734,7 @@
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@@ -1744,7 +1746,7 @@
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@@ -1756,7 +1758,7 @@
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@@ -1768,7 +1770,7 @@
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@@ -1778,7 +1780,7 @@
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@@ -1790,7 +1792,7 @@
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@@ -1800,7 +1802,7 @@
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@@ -1819,7 +1821,7 @@
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@@ -1840,7 +1842,7 @@
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@@ -1852,7 +1854,7 @@
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@@ -1863,7 +1865,7 @@
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@@ -1876,7 +1878,7 @@
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@@ -1888,7 +1890,7 @@
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@@ -1898,7 +1900,7 @@
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@@ -1910,7 +1912,7 @@
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@@ -1920,7 +1922,7 @@
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@@ -1932,7 +1934,7 @@
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@@ -1942,7 +1944,7 @@
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@@ -1956,7 +1958,7 @@
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@@ -1968,7 +1970,7 @@
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@@ -1978,7 +1980,7 @@
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@@ -1990,7 +1992,7 @@
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@@ -2000,7 +2002,7 @@
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@@ -2012,7 +2014,7 @@
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@@ -2022,7 +2024,7 @@
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@@ -2034,7 +2036,7 @@
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@@ -2044,7 +2046,7 @@
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@@ -2060,7 +2062,7 @@
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@@ -2072,7 +2074,7 @@
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@@ -2082,7 +2084,7 @@
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@@ -2094,7 +2096,7 @@
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@@ -2107,7 +2109,7 @@
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@@ -2119,7 +2121,7 @@
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@@ -2129,7 +2131,7 @@
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@@ -2141,7 +2143,7 @@
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@@ -2151,7 +2153,7 @@
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@@ -2163,7 +2165,7 @@
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@@ -2175,7 +2177,7 @@
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@@ -2185,7 +2187,7 @@
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@@ -2197,7 +2199,7 @@
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@@ -2209,7 +2211,7 @@
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@@ -2221,7 +2223,7 @@
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@@ -2231,7 +2233,7 @@
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@@ -2243,7 +2245,7 @@
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@@ -2253,7 +2255,7 @@
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@@ -2265,7 +2267,7 @@
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@@ -2277,7 +2279,7 @@
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@@ -2289,7 +2291,7 @@
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@@ -2299,7 +2301,7 @@
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@@ -2311,7 +2313,7 @@
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@@ -2321,7 +2323,7 @@
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@@ -2338,7 +2340,7 @@
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@@ -2348,7 +2350,7 @@
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@@ -2360,7 +2362,7 @@
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@@ -2370,7 +2372,7 @@
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@@ -2382,7 +2384,7 @@
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@@ -2396,7 +2398,7 @@
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@@ -2408,7 +2410,7 @@
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@@ -2430,7 +2432,7 @@
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@@ -2442,7 +2444,7 @@
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@@ -2457,7 +2459,7 @@
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@@ -2469,7 +2471,7 @@
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@@ -2481,7 +2483,7 @@
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@@ -2491,7 +2493,7 @@
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@@ -2503,7 +2505,7 @@
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@@ -2513,7 +2515,7 @@
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@@ -2525,7 +2527,7 @@
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@@ -2535,7 +2537,7 @@
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@@ -2547,7 +2549,7 @@
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@@ -2564,7 +2566,7 @@
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@@ -2578,7 +2580,7 @@
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@@ -2592,7 +2594,7 @@
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@@ -2603,7 +2605,7 @@
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@@ -2643,7 +2645,7 @@
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@@ -2663,7 +2665,7 @@
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@@ -2675,7 +2677,7 @@
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@@ -2686,7 +2688,7 @@
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@@ -2720,7 +2722,7 @@
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@@ -2730,7 +2732,7 @@
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@@ -2743,7 +2745,7 @@
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@@ -2755,7 +2757,7 @@
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@@ -2765,7 +2767,7 @@
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@@ -2778,7 +2780,7 @@
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@@ -2788,7 +2790,7 @@
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@@ -2800,7 +2802,7 @@
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@@ -2815,7 +2817,7 @@
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@@ -2828,7 +2830,7 @@
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@@ -2842,7 +2844,7 @@
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@@ -2854,7 +2856,7 @@
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@@ -2864,7 +2866,7 @@
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@@ -2877,7 +2879,7 @@
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@@ -2889,7 +2891,7 @@
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@@ -2901,7 +2903,7 @@
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diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js
index dcf59b505..11fbdf02b 100644
--- a/doc/LectureNotes/_build/html/searchindex.js
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class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Linear Rgeression and Statistical 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class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations  with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 9 (midnight), 2023","Project 2 on Machine Learning, deadline November 17 (Midnight)","Project 3 on Machine Learning, deadline December 18 (midnight), 2023","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Linear Rgeression and Statistical 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diff --git a/doc/LectureNotes/_build/html/week36.html b/doc/LectureNotes/_build/html/week36.html
index 5bb7362a7..16151d1f3 100644
--- a/doc/LectureNotes/_build/html/week36.html
+++ b/doc/LectureNotes/_build/html/week36.html
@@ -894,12 +894,10 @@ doconce format html week36.do.txt --no_mako -->
 <li><p>Linear Regression, ordinary least squares, Ridge and Lasso  and links with Statistics</p></li>
 <li><p>Recommended Reading: Goodfellow et al chapter 3  (till 3.11) on probability theory, see <a class="reference external" href="https://www.deeplearningbook.org/">https://www.deeplearningbook.org/</a></p></li>
 <li><p>Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.</p></li>
+<li><p><a class="reference external" href="https://youtu.be/oHjqjUB36KE">Video of lecture</a></p></li>
+<li><p><a class="reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf">Whiteboard notes</a></p></li>
 </ul>
 </li>
-</ul>
-<!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->
-<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->
-<ul class="simple">
 <li><p>Material for the active learning sessions on Tuesday and Wednesday</p>
 <ul>
 <li><p>Summary from last week on discussion of SVD, Ridge and Lasso linear regression.</p></li>
diff --git a/doc/LectureNotes/_build/jupyter_execute/week36.ipynb b/doc/LectureNotes/_build/jupyter_execute/week36.ipynb
index 8e5110b67..390991ec8 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week36.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week36.ipynb
@@ -2,7 +2,7 @@
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   {
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@@ -14,7 +14,7 @@
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+   "id": "c25f7c42",
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     "  * Recommended Reading: Goodfellow et al chapter 3  (till 3.11) on probability theory, see <https://www.deeplearningbook.org/>\n",
     "\n",
     "  * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.\n",
-    "<!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->\n",
-    "<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->\n",
+    "\n",
+    "  * [Video of lecture](https://youtu.be/oHjqjUB36KE)  \n",
+    "\n",
+    "  * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf)\n",
     "\n",
     "* Material for the active learning sessions on Tuesday and Wednesday\n",
     "\n",
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@@ -382,7 +384,7 @@
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@@ -394,7 +396,7 @@
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@@ -404,7 +406,7 @@
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@@ -416,7 +418,7 @@
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@@ -426,7 +428,7 @@
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@@ -438,7 +440,7 @@
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@@ -450,7 +452,7 @@
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@@ -462,7 +464,7 @@
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@@ -472,7 +474,7 @@
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@@ -484,7 +486,7 @@
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@@ -497,7 +499,7 @@
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@@ -509,7 +511,7 @@
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@@ -523,7 +525,7 @@
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@@ -658,7 +660,7 @@
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@@ -679,7 +681,7 @@
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@@ -691,7 +693,7 @@
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@@ -701,7 +703,7 @@
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@@ -713,7 +715,7 @@
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@@ -723,7 +725,7 @@
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@@ -735,7 +737,7 @@
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@@ -753,7 +755,7 @@
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@@ -938,7 +940,7 @@
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@@ -952,7 +954,7 @@
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@@ -1172,7 +1174,7 @@
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@@ -1187,7 +1189,7 @@
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@@ -1213,7 +1215,7 @@
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@@ -1318,7 +1320,7 @@
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@@ -1328,7 +1330,7 @@
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@@ -1357,7 +1359,7 @@
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@@ -1373,7 +1375,7 @@
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@@ -1392,7 +1394,7 @@
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@@ -1406,7 +1408,7 @@
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@@ -1418,7 +1420,7 @@
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@@ -1429,7 +1431,7 @@
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@@ -1441,7 +1443,7 @@
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@@ -1453,7 +1455,7 @@
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@@ -1469,7 +1471,7 @@
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@@ -1480,7 +1482,7 @@
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@@ -1503,7 +1505,7 @@
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@@ -1514,7 +1516,7 @@
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@@ -1526,7 +1528,7 @@
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@@ -1538,7 +1540,7 @@
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@@ -1552,7 +1554,7 @@
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@@ -1583,7 +1585,7 @@
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@@ -1605,7 +1607,7 @@
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@@ -1617,7 +1619,7 @@
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@@ -1630,7 +1632,7 @@
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@@ -1642,7 +1644,7 @@
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@@ -1654,7 +1656,7 @@
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@@ -1666,7 +1668,7 @@
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@@ -1678,7 +1680,7 @@
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@@ -1701,7 +1703,7 @@
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@@ -1713,7 +1715,7 @@
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@@ -1726,7 +1728,7 @@
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@@ -1738,7 +1740,7 @@
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@@ -1750,7 +1752,7 @@
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@@ -1762,7 +1764,7 @@
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@@ -1773,7 +1775,7 @@
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@@ -1785,7 +1787,7 @@
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@@ -1796,7 +1798,7 @@
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@@ -1808,7 +1810,7 @@
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@@ -1818,7 +1820,7 @@
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@@ -1849,7 +1851,7 @@
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@@ -1861,7 +1863,7 @@
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@@ -1873,7 +1875,7 @@
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@@ -1883,7 +1885,7 @@
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@@ -1895,7 +1897,7 @@
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@@ -1905,7 +1907,7 @@
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@@ -1917,7 +1919,7 @@
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@@ -1927,7 +1929,7 @@
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@@ -1939,7 +1941,7 @@
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@@ -1949,7 +1951,7 @@
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@@ -1969,7 +1971,7 @@
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@@ -1981,7 +1983,7 @@
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@@ -1991,7 +1993,7 @@
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@@ -2003,7 +2005,7 @@
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@@ -2015,7 +2017,7 @@
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@@ -2027,7 +2029,7 @@
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@@ -2039,7 +2041,7 @@
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@@ -2051,7 +2053,7 @@
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@@ -2063,7 +2065,7 @@
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@@ -2075,7 +2077,7 @@
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@@ -2087,7 +2089,7 @@
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@@ -2097,7 +2099,7 @@
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@@ -2109,7 +2111,7 @@
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@@ -2119,7 +2121,7 @@
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@@ -2138,7 +2140,7 @@
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@@ -2159,7 +2161,7 @@
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@@ -2171,7 +2173,7 @@
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@@ -2182,7 +2184,7 @@
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@@ -2195,7 +2197,7 @@
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@@ -2207,7 +2209,7 @@
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@@ -2217,7 +2219,7 @@
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@@ -2229,7 +2231,7 @@
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@@ -2239,7 +2241,7 @@
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@@ -2251,7 +2253,7 @@
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@@ -2261,7 +2263,7 @@
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@@ -2275,7 +2277,7 @@
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@@ -2287,7 +2289,7 @@
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@@ -2297,7 +2299,7 @@
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@@ -2309,7 +2311,7 @@
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@@ -2319,7 +2321,7 @@
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@@ -2331,7 +2333,7 @@
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@@ -2341,7 +2343,7 @@
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@@ -2353,7 +2355,7 @@
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@@ -2363,7 +2365,7 @@
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@@ -2379,7 +2381,7 @@
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@@ -2391,7 +2393,7 @@
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@@ -2401,7 +2403,7 @@
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@@ -2413,7 +2415,7 @@
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@@ -2426,7 +2428,7 @@
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@@ -2438,7 +2440,7 @@
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@@ -2448,7 +2450,7 @@
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@@ -2460,7 +2462,7 @@
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@@ -2470,7 +2472,7 @@
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@@ -2482,7 +2484,7 @@
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@@ -2494,7 +2496,7 @@
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@@ -2504,7 +2506,7 @@
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@@ -2516,7 +2518,7 @@
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@@ -2528,7 +2530,7 @@
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@@ -2540,7 +2542,7 @@
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@@ -2550,7 +2552,7 @@
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@@ -2562,7 +2564,7 @@
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@@ -2572,7 +2574,7 @@
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@@ -2584,7 +2586,7 @@
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@@ -2596,7 +2598,7 @@
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@@ -2608,7 +2610,7 @@
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@@ -2618,7 +2620,7 @@
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@@ -2630,7 +2632,7 @@
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@@ -2640,7 +2642,7 @@
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@@ -2657,7 +2659,7 @@
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@@ -2667,7 +2669,7 @@
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@@ -2679,7 +2681,7 @@
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@@ -2689,7 +2691,7 @@
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@@ -2701,7 +2703,7 @@
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@@ -2715,7 +2717,7 @@
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@@ -2727,7 +2729,7 @@
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@@ -2749,7 +2751,7 @@
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@@ -2761,7 +2763,7 @@
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@@ -2776,7 +2778,7 @@
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@@ -2788,7 +2790,7 @@
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@@ -2800,7 +2802,7 @@
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@@ -2810,7 +2812,7 @@
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@@ -2822,7 +2824,7 @@
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@@ -2832,7 +2834,7 @@
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@@ -2844,7 +2846,7 @@
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@@ -2854,7 +2856,7 @@
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@@ -2866,7 +2868,7 @@
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@@ -2883,7 +2885,7 @@
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@@ -2897,7 +2899,7 @@
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@@ -2924,7 +2926,7 @@
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@@ -2935,7 +2937,7 @@
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@@ -2975,7 +2977,7 @@
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@@ -2995,7 +2997,7 @@
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@@ -3007,7 +3009,7 @@
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@@ -3018,7 +3020,7 @@
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@@ -3052,7 +3054,7 @@
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@@ -3062,7 +3064,7 @@
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@@ -3075,7 +3077,7 @@
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@@ -3087,7 +3089,7 @@
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@@ -3097,7 +3099,7 @@
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@@ -3110,7 +3112,7 @@
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@@ -3120,7 +3122,7 @@
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@@ -3132,7 +3134,7 @@
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@@ -3147,7 +3149,7 @@
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@@ -3160,7 +3162,7 @@
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@@ -3174,7 +3176,7 @@
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@@ -3186,7 +3188,7 @@
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@@ -3196,7 +3198,7 @@
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@@ -3209,7 +3211,7 @@
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@@ -3221,7 +3223,7 @@
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@@ -3233,7 +3235,7 @@
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@@ -3245,7 +3247,7 @@
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@@ -3257,7 +3259,7 @@
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@@ -3271,7 +3273,7 @@
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@@ -3283,7 +3285,7 @@
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@@ -3293,7 +3295,7 @@
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@@ -3305,7 +3307,7 @@
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@@ -3315,7 +3317,7 @@
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@@ -3327,7 +3329,7 @@
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@@ -3339,7 +3341,7 @@
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@@ -3349,7 +3351,7 @@
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@@ -3360,7 +3362,7 @@
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@@ -3372,7 +3374,7 @@
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@@ -3388,7 +3390,7 @@
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@@ -3401,7 +3403,7 @@
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@@ -3413,7 +3415,7 @@
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@@ -3423,7 +3425,7 @@
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@@ -3435,7 +3437,7 @@
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@@ -3445,7 +3447,7 @@
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@@ -3457,7 +3459,7 @@
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@@ -3469,7 +3471,7 @@
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@@ -3485,7 +3487,7 @@
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@@ -3497,7 +3499,7 @@
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@@ -3509,7 +3511,7 @@
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@@ -3519,7 +3521,7 @@
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@@ -3531,7 +3533,7 @@
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@@ -3541,7 +3543,7 @@
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@@ -3553,7 +3555,7 @@
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@@ -3570,7 +3572,7 @@
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@@ -3582,7 +3584,7 @@
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@@ -3594,7 +3596,7 @@
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@@ -3604,7 +3606,7 @@
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@@ -3616,7 +3618,7 @@
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+   "id": "ca889f91",
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@@ -3626,7 +3628,7 @@
   },
   {
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-   "id": "02584f63",
+   "id": "1d0e3071",
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@@ -3638,7 +3640,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d493cd1f",
+   "id": "6ad964aa",
    "metadata": {
     "editable": true
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@@ -3648,7 +3650,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9e8a09b",
+   "id": "52eb19d8",
    "metadata": {
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@@ -3660,7 +3662,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d0a02f65",
+   "id": "a34076ac",
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@@ -3670,7 +3672,7 @@
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   {
    "cell_type": "markdown",
-   "id": "2045b02f",
+   "id": "530c29ac",
    "metadata": {
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@@ -3685,7 +3687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0adb3c9d",
+   "id": "b8099a77",
    "metadata": {
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@@ -3697,7 +3699,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ca893163",
+   "id": "d4dfc8cc",
    "metadata": {
     "editable": true
    },
@@ -3707,7 +3709,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "873ca498",
+   "id": "bf7253d4",
    "metadata": {
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@@ -3719,7 +3721,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f73c2649",
+   "id": "c0b7c255",
    "metadata": {
     "editable": true
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@@ -3731,7 +3733,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08489c8d",
+   "id": "2546602c",
    "metadata": {
     "editable": true
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@@ -3743,7 +3745,7 @@
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   {
    "cell_type": "markdown",
-   "id": "11e25a08",
+   "id": "c8b454a8",
    "metadata": {
     "editable": true
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@@ -3753,7 +3755,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2eac8387",
+   "id": "f1dffbcb",
    "metadata": {
     "editable": true
    },
@@ -3765,7 +3767,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3b52a609",
+   "id": "14db4fe1",
    "metadata": {
     "editable": true
    },
@@ -3777,7 +3779,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "68745c24",
+   "id": "5840fc8f",
    "metadata": {
     "editable": true
    },
@@ -3789,7 +3791,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c77b8b18",
+   "id": "4a31c8b1",
    "metadata": {
     "editable": true
    },
@@ -3799,7 +3801,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f6454cc4",
+   "id": "80f5ea6d",
    "metadata": {
     "editable": true
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@@ -3811,7 +3813,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7874a26a",
+   "id": "529ee90c",
    "metadata": {
     "editable": true
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@@ -3821,7 +3823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "539a5968",
+   "id": "d85cbf9e",
    "metadata": {
     "editable": true
    },
@@ -3835,7 +3837,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b0cd5e30",
+   "id": "e92311d7",
    "metadata": {
     "editable": true
    },
@@ -3845,7 +3847,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "da1f1c65",
+   "id": "187085eb",
    "metadata": {
     "editable": true
    },
@@ -3857,7 +3859,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c30c1157",
+   "id": "0eb5679e",
    "metadata": {
     "editable": true
    },
@@ -3869,7 +3871,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1fc75552",
+   "id": "3dd86b87",
    "metadata": {
     "editable": true
    },
@@ -3879,7 +3881,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a955127d",
+   "id": "b9d05ed2",
    "metadata": {
     "editable": true
    },
@@ -3891,7 +3893,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c25c0fd",
+   "id": "25c589cd",
    "metadata": {
     "editable": true
    },
@@ -3901,7 +3903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82979bed",
+   "id": "28186058",
    "metadata": {
     "editable": true
    },
@@ -3913,7 +3915,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea2f8d9e",
+   "id": "8775423c",
    "metadata": {
     "editable": true
    },
@@ -3925,7 +3927,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "198468c6",
+   "id": "c9d8d70a",
    "metadata": {
     "editable": true
    },
@@ -3935,7 +3937,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c54be5ed",
+   "id": "3e7e915b",
    "metadata": {
     "editable": true
    },
@@ -3947,7 +3949,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6413ac61",
+   "id": "131eedae",
    "metadata": {
     "editable": true
    },
@@ -3957,7 +3959,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3fc6d520",
+   "id": "83550688",
    "metadata": {
     "editable": true
    },
@@ -3969,7 +3971,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97702dcd",
+   "id": "8942f0d0",
    "metadata": {
     "editable": true
    },
@@ -3981,7 +3983,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "44edbaef",
+   "id": "ac252166",
    "metadata": {
     "editable": true
    },
@@ -3991,7 +3993,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22d02c34",
+   "id": "21c99ee8",
    "metadata": {
     "editable": true
    },
@@ -4003,7 +4005,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12cf8dc6",
+   "id": "689ab283",
    "metadata": {
     "editable": true
    },
@@ -4016,7 +4018,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "941de09b",
+   "id": "5a016164",
    "metadata": {
     "editable": true
    },
@@ -4028,7 +4030,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "715d1ede",
+   "id": "10278ba8",
    "metadata": {
     "editable": true
    },
@@ -4040,7 +4042,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0dd924b",
+   "id": "ae54d916",
    "metadata": {
     "editable": true
    },
@@ -4052,7 +4054,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd40cb2f",
+   "id": "b70fda3d",
    "metadata": {
     "editable": true
    },
@@ -4062,7 +4064,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f257ab54",
+   "id": "66e0f54b",
    "metadata": {
     "editable": true
    },
@@ -4074,7 +4076,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ceb84ba5",
+   "id": "a2d10e26",
    "metadata": {
     "editable": true
    },
@@ -4084,7 +4086,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d96cf277",
+   "id": "dce25955",
    "metadata": {
     "editable": true
    },
@@ -4096,7 +4098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "27b2d9c9",
+   "id": "28493542",
    "metadata": {
     "editable": true
    },
@@ -4106,7 +4108,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d53c88da",
+   "id": "442d0da6",
    "metadata": {
     "editable": true
    },
@@ -4118,7 +4120,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "70a82067",
+   "id": "c7d85d08",
    "metadata": {
     "editable": true
    },
@@ -4128,7 +4130,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cda36acb",
+   "id": "d944ea22",
    "metadata": {
     "editable": true
    },
@@ -4141,7 +4143,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b2faac1c",
+   "id": "b93efc0c",
    "metadata": {
     "editable": true
    },
@@ -4153,7 +4155,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53192e1f",
+   "id": "418813a2",
    "metadata": {
     "editable": true
    },
@@ -4165,7 +4167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "67e7c28a",
+   "id": "486f3909",
    "metadata": {
     "editable": true
    },
@@ -4175,7 +4177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd95e257",
+   "id": "cf29a145",
    "metadata": {
     "editable": true
    },
@@ -4187,7 +4189,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29547ea5",
+   "id": "4e0a8c90",
    "metadata": {
     "editable": true
    },
@@ -4204,7 +4206,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bad8636d",
+   "id": "d2cbf9b9",
    "metadata": {
     "editable": true
    },
@@ -4216,7 +4218,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35d9a208",
+   "id": "c820e33a",
    "metadata": {
     "editable": true
    },
@@ -4228,7 +4230,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b8251035",
+   "id": "2962087b",
    "metadata": {
     "editable": true
    },
@@ -4238,7 +4240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "af16cca9",
+   "id": "10230128",
    "metadata": {
     "editable": true
    },
@@ -4250,7 +4252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "96723ed8",
+   "id": "a7f4bdaa",
    "metadata": {
     "editable": true
    },
@@ -4260,7 +4262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a3b9a51",
+   "id": "658eb8ac",
    "metadata": {
     "editable": true
    },
@@ -4272,7 +4274,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e21b3e4d",
+   "id": "57ebdef8",
    "metadata": {
     "editable": true
    },
@@ -4282,7 +4284,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b646e896",
+   "id": "030eb562",
    "metadata": {
     "editable": true
    },
@@ -4294,7 +4296,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12c82826",
+   "id": "954ff0c5",
    "metadata": {
     "editable": true
    },
@@ -4304,7 +4306,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "98d8fd18",
+   "id": "1d489a2a",
    "metadata": {
     "editable": true
    },
@@ -4319,7 +4321,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "2d797bc4",
+   "id": "9e04847f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4379,7 +4381,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9c8dcf60",
+   "id": "ad6af984",
    "metadata": {
     "editable": true
    },
@@ -4389,7 +4391,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9929cadc",
+   "id": "26f1c1eb",
    "metadata": {
     "editable": true
    },
@@ -4400,7 +4402,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "2154c3ea",
+   "id": "6c6d1284",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -4467,7 +4469,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24a50aa3",
+   "id": "ee356a3b",
    "metadata": {
     "editable": true
    },
@@ -4478,7 +4480,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "5436f7d3",
+   "id": "246b382a",
    "metadata": {
     "collapsed": false,
     "editable": true
diff --git a/doc/LectureNotes/_build/jupyter_execute/week36.py b/doc/LectureNotes/_build/jupyter_execute/week36.py
index 95e8ea0bc..f54bd4d63 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week36.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week36.py
@@ -21,8 +21,10 @@
 #   * Recommended Reading: Goodfellow et al chapter 3  (till 3.11) on probability theory, see <https://www.deeplearningbook.org/>
 # 
 #   * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.
-# <!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->
-# <!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->
+# 
+#   * [Video of lecture](https://youtu.be/oHjqjUB36KE)  
+# 
+#   * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf)
 # 
 # * Material for the active learning sessions on Tuesday and Wednesday
 # 
diff --git a/doc/LectureNotes/week36.ipynb b/doc/LectureNotes/week36.ipynb
index ce8118002..9d7c9b89a 100644
--- a/doc/LectureNotes/week36.ipynb
+++ b/doc/LectureNotes/week36.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "66ea8ed4",
+   "id": "03b68af2",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "79ce282c",
+   "id": "91ddfc70",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed85c38c",
+   "id": "c25f7c42",
    "metadata": {
     "editable": true
    },
@@ -43,8 +43,10 @@
     "  * Recommended Reading: Goodfellow et al chapter 3  (till 3.11) on probability theory, see <https://www.deeplearningbook.org/>\n",
     "\n",
     "  * Raschka et al, chapter 4 pages 105-134 and chapter 6 pages 171-185. Chapter 4 and 6 contain many useful hints which will also be relevant for the various projects as well.\n",
-    "<!-- * [Video of lecture](https://youtu.be/Kc20CFK0z7Y) -->\n",
-    "<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesSep7.pdf) -->\n",
+    "\n",
+    "  * [Video of lecture](https://youtu.be/oHjqjUB36KE)  \n",
+    "\n",
+    "  * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf)\n",
     "\n",
     "* Material for the active learning sessions on Tuesday and Wednesday\n",
     "\n",
@@ -57,7 +59,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "faf98f14",
+   "id": "f5230b8b",
    "metadata": {
     "editable": true
    },
@@ -67,7 +69,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "203d6afa",
+   "id": "fbd9ed4d",
    "metadata": {
     "editable": true
    },
@@ -124,7 +126,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "e3f345b9",
+   "id": "a5ec261b",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -151,7 +153,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d382904b",
+   "id": "5cc0694a",
    "metadata": {
     "editable": true
    },
@@ -165,7 +167,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a2d4217",
+   "id": "e3b8bc0b",
    "metadata": {
     "editable": true
    },
@@ -177,7 +179,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1963de4b",
+   "id": "fd6de781",
    "metadata": {
     "editable": true
    },
@@ -194,7 +196,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "09a545ff",
+   "id": "bfd7a040",
    "metadata": {
     "editable": true
    },
@@ -206,7 +208,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6384894b",
+   "id": "41e1b93b",
    "metadata": {
     "editable": true
    },
@@ -216,7 +218,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b72ca042",
+   "id": "24749eb9",
    "metadata": {
     "editable": true
    },
@@ -228,7 +230,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b193f08c",
+   "id": "b922308a",
    "metadata": {
     "editable": true
    },
@@ -238,7 +240,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d05df72f",
+   "id": "70be741b",
    "metadata": {
     "editable": true
    },
@@ -250,7 +252,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "708ab439",
+   "id": "b295f0ba",
    "metadata": {
     "editable": true
    },
@@ -261,7 +263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bfc8322f",
+   "id": "bb1e5813",
    "metadata": {
     "editable": true
    },
@@ -273,7 +275,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ea8a6fa5",
+   "id": "578817a0",
    "metadata": {
     "editable": true
    },
@@ -283,7 +285,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db3ef9e5",
+   "id": "78bb7489",
    "metadata": {
     "editable": true
    },
@@ -295,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0fcdc688",
+   "id": "45cdf117",
    "metadata": {
     "editable": true
    },
@@ -305,7 +307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3e7f32ff",
+   "id": "d671bea1",
    "metadata": {
     "editable": true
    },
@@ -317,7 +319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5803cedf",
+   "id": "f1e037f7",
    "metadata": {
     "editable": true
    },
@@ -327,7 +329,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "884ca2e2",
+   "id": "5592094a",
    "metadata": {
     "editable": true
    },
@@ -339,7 +341,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "633c4189",
+   "id": "3784e759",
    "metadata": {
     "editable": true
    },
@@ -349,7 +351,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1c60b743",
+   "id": "238e4a7c",
    "metadata": {
     "editable": true
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@@ -361,7 +363,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb3025b6",
+   "id": "6d9e90e7",
    "metadata": {
     "editable": true
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@@ -371,7 +373,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01d272fc",
+   "id": "9ecc0ad6",
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@@ -383,7 +385,7 @@
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@@ -393,7 +395,7 @@
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@@ -405,7 +407,7 @@
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@@ -415,7 +417,7 @@
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@@ -427,7 +429,7 @@
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@@ -439,7 +441,7 @@
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@@ -451,7 +453,7 @@
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@@ -461,7 +463,7 @@
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@@ -473,7 +475,7 @@
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@@ -486,7 +488,7 @@
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@@ -498,7 +500,7 @@
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@@ -512,7 +514,7 @@
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@@ -611,7 +613,7 @@
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@@ -632,7 +634,7 @@
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@@ -644,7 +646,7 @@
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@@ -654,7 +656,7 @@
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@@ -666,7 +668,7 @@
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@@ -676,7 +678,7 @@
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@@ -688,7 +690,7 @@
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@@ -706,7 +708,7 @@
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@@ -782,7 +784,7 @@
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@@ -796,7 +798,7 @@
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@@ -885,7 +887,7 @@
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@@ -900,7 +902,7 @@
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@@ -926,7 +928,7 @@
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@@ -999,7 +1001,7 @@
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@@ -1009,7 +1011,7 @@
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@@ -1038,7 +1040,7 @@
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@@ -1054,7 +1056,7 @@
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@@ -1073,7 +1075,7 @@
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@@ -1087,7 +1089,7 @@
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@@ -1099,7 +1101,7 @@
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@@ -1110,7 +1112,7 @@
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@@ -1122,7 +1124,7 @@
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@@ -1134,7 +1136,7 @@
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@@ -1150,7 +1152,7 @@
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@@ -1161,7 +1163,7 @@
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@@ -1184,7 +1186,7 @@
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@@ -1195,7 +1197,7 @@
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@@ -1207,7 +1209,7 @@
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@@ -1219,7 +1221,7 @@
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@@ -1233,7 +1235,7 @@
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@@ -1264,7 +1266,7 @@
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@@ -1286,7 +1288,7 @@
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@@ -1298,7 +1300,7 @@
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@@ -1311,7 +1313,7 @@
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@@ -1323,7 +1325,7 @@
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@@ -1335,7 +1337,7 @@
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@@ -1347,7 +1349,7 @@
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@@ -1359,7 +1361,7 @@
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@@ -1382,7 +1384,7 @@
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@@ -1394,7 +1396,7 @@
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@@ -1407,7 +1409,7 @@
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@@ -1419,7 +1421,7 @@
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@@ -1431,7 +1433,7 @@
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@@ -1443,7 +1445,7 @@
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@@ -1454,7 +1456,7 @@
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@@ -1466,7 +1468,7 @@
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@@ -1477,7 +1479,7 @@
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@@ -1489,7 +1491,7 @@
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@@ -1499,7 +1501,7 @@
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@@ -1530,7 +1532,7 @@
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@@ -1542,7 +1544,7 @@
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@@ -1554,7 +1556,7 @@
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@@ -1564,7 +1566,7 @@
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@@ -1576,7 +1578,7 @@
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@@ -1586,7 +1588,7 @@
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@@ -1598,7 +1600,7 @@
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@@ -1608,7 +1610,7 @@
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@@ -1620,7 +1622,7 @@
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@@ -1630,7 +1632,7 @@
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@@ -1650,7 +1652,7 @@
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@@ -1662,7 +1664,7 @@
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@@ -1672,7 +1674,7 @@
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@@ -1684,7 +1686,7 @@
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@@ -1696,7 +1698,7 @@
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@@ -1708,7 +1710,7 @@
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@@ -1720,7 +1722,7 @@
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@@ -1732,7 +1734,7 @@
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@@ -1744,7 +1746,7 @@
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@@ -1756,7 +1758,7 @@
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@@ -1768,7 +1770,7 @@
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@@ -1778,7 +1780,7 @@
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@@ -1790,7 +1792,7 @@
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@@ -1800,7 +1802,7 @@
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@@ -1819,7 +1821,7 @@
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@@ -1840,7 +1842,7 @@
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@@ -1852,7 +1854,7 @@
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@@ -1863,7 +1865,7 @@
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@@ -1876,7 +1878,7 @@
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@@ -1888,7 +1890,7 @@
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@@ -1898,7 +1900,7 @@
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@@ -1910,7 +1912,7 @@
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@@ -1920,7 +1922,7 @@
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@@ -1932,7 +1934,7 @@
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@@ -1942,7 +1944,7 @@
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@@ -1956,7 +1958,7 @@
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@@ -1968,7 +1970,7 @@
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@@ -1978,7 +1980,7 @@
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@@ -1990,7 +1992,7 @@
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@@ -2000,7 +2002,7 @@
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@@ -2012,7 +2014,7 @@
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@@ -2022,7 +2024,7 @@
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@@ -2034,7 +2036,7 @@
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@@ -2044,7 +2046,7 @@
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@@ -2060,7 +2062,7 @@
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@@ -2072,7 +2074,7 @@
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@@ -2082,7 +2084,7 @@
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@@ -2094,7 +2096,7 @@
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@@ -2107,7 +2109,7 @@
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@@ -2119,7 +2121,7 @@
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@@ -2129,7 +2131,7 @@
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@@ -2141,7 +2143,7 @@
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@@ -2151,7 +2153,7 @@
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@@ -2163,7 +2165,7 @@
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@@ -2175,7 +2177,7 @@
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@@ -2185,7 +2187,7 @@
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@@ -2197,7 +2199,7 @@
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@@ -2209,7 +2211,7 @@
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@@ -2221,7 +2223,7 @@
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@@ -2231,7 +2233,7 @@
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@@ -2243,7 +2245,7 @@
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@@ -2253,7 +2255,7 @@
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@@ -2265,7 +2267,7 @@
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@@ -2277,7 +2279,7 @@
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@@ -2289,7 +2291,7 @@
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@@ -2299,7 +2301,7 @@
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@@ -2311,7 +2313,7 @@
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@@ -2321,7 +2323,7 @@
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@@ -2338,7 +2340,7 @@
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@@ -2348,7 +2350,7 @@
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@@ -2360,7 +2362,7 @@
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@@ -2370,7 +2372,7 @@
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@@ -2382,7 +2384,7 @@
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@@ -2396,7 +2398,7 @@
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@@ -2408,7 +2410,7 @@
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@@ -2430,7 +2432,7 @@
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@@ -2442,7 +2444,7 @@
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@@ -2457,7 +2459,7 @@
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@@ -2469,7 +2471,7 @@
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@@ -2481,7 +2483,7 @@
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@@ -2491,7 +2493,7 @@
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@@ -2503,7 +2505,7 @@
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@@ -2513,7 +2515,7 @@
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@@ -2525,7 +2527,7 @@
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@@ -2535,7 +2537,7 @@
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@@ -2547,7 +2549,7 @@
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@@ -2564,7 +2566,7 @@
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@@ -2578,7 +2580,7 @@
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@@ -2592,7 +2594,7 @@
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@@ -2603,7 +2605,7 @@
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@@ -2643,7 +2645,7 @@
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@@ -2663,7 +2665,7 @@
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@@ -2675,7 +2677,7 @@
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@@ -2686,7 +2688,7 @@
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@@ -2720,7 +2722,7 @@
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@@ -2730,7 +2732,7 @@
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@@ -2743,7 +2745,7 @@
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@@ -2755,7 +2757,7 @@
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@@ -2765,7 +2767,7 @@
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@@ -2778,7 +2780,7 @@
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@@ -2788,7 +2790,7 @@
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@@ -2800,7 +2802,7 @@
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@@ -2815,7 +2817,7 @@
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@@ -2828,7 +2830,7 @@
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@@ -2842,7 +2844,7 @@
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@@ -2854,7 +2856,7 @@
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@@ -2864,7 +2866,7 @@
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@@ -2877,7 +2879,7 @@
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@@ -2889,7 +2891,7 @@
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@@ -2901,7 +2903,7 @@
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@@ -2913,7 +2915,7 @@
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@@ -2925,7 +2927,7 @@
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@@ -2939,7 +2941,7 @@
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@@ -2951,7 +2953,7 @@
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@@ -2961,7 +2963,7 @@
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@@ -2973,7 +2975,7 @@
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@@ -2983,7 +2985,7 @@
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@@ -2995,7 +2997,7 @@
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@@ -3007,7 +3009,7 @@
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@@ -3017,7 +3019,7 @@
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@@ -3028,7 +3030,7 @@
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@@ -3040,7 +3042,7 @@
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@@ -3056,7 +3058,7 @@
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@@ -3069,7 +3071,7 @@
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@@ -3081,7 +3083,7 @@
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@@ -3091,7 +3093,7 @@
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@@ -3103,7 +3105,7 @@
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@@ -3113,7 +3115,7 @@
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@@ -3125,7 +3127,7 @@
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@@ -3137,7 +3139,7 @@
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@@ -3153,7 +3155,7 @@
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@@ -3165,7 +3167,7 @@
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@@ -3177,7 +3179,7 @@
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@@ -3187,7 +3189,7 @@
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@@ -3199,7 +3201,7 @@
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@@ -3209,7 +3211,7 @@
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@@ -3221,7 +3223,7 @@
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@@ -3238,7 +3240,7 @@
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@@ -3250,7 +3252,7 @@
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@@ -3262,7 +3264,7 @@
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@@ -3272,7 +3274,7 @@
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@@ -3284,7 +3286,7 @@
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@@ -3294,7 +3296,7 @@
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@@ -3306,7 +3308,7 @@
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@@ -3316,7 +3318,7 @@
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@@ -3328,7 +3330,7 @@
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@@ -3338,7 +3340,7 @@
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@@ -3353,7 +3355,7 @@
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@@ -3365,7 +3367,7 @@
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@@ -3375,7 +3377,7 @@
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@@ -3387,7 +3389,7 @@
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@@ -3399,7 +3401,7 @@
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@@ -3411,7 +3413,7 @@
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@@ -3421,7 +3423,7 @@
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@@ -3433,7 +3435,7 @@
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@@ -3445,7 +3447,7 @@
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@@ -3457,7 +3459,7 @@
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@@ -3467,7 +3469,7 @@
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@@ -3479,7 +3481,7 @@
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@@ -3489,7 +3491,7 @@
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@@ -3503,7 +3505,7 @@
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@@ -3513,7 +3515,7 @@
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@@ -3525,7 +3527,7 @@
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@@ -3537,7 +3539,7 @@
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@@ -3547,7 +3549,7 @@
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@@ -3559,7 +3561,7 @@
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@@ -3569,7 +3571,7 @@
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@@ -3581,7 +3583,7 @@
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@@ -3593,7 +3595,7 @@
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@@ -3603,7 +3605,7 @@
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@@ -3615,7 +3617,7 @@
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@@ -3625,7 +3627,7 @@
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@@ -3637,7 +3639,7 @@
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@@ -3649,7 +3651,7 @@
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@@ -3659,7 +3661,7 @@
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@@ -3671,7 +3673,7 @@
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@@ -3684,7 +3686,7 @@
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@@ -3696,7 +3698,7 @@
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@@ -3708,7 +3710,7 @@
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+   "id": "ae54d916",
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@@ -3720,7 +3722,7 @@
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+   "id": "b70fda3d",
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@@ -3730,7 +3732,7 @@
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@@ -3742,7 +3744,7 @@
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+   "id": "a2d10e26",
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@@ -3752,7 +3754,7 @@
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+   "id": "dce25955",
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@@ -3764,7 +3766,7 @@
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@@ -3774,7 +3776,7 @@
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+   "id": "442d0da6",
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@@ -3786,7 +3788,7 @@
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@@ -3796,7 +3798,7 @@
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@@ -3809,7 +3811,7 @@
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@@ -3821,7 +3823,7 @@
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@@ -3833,7 +3835,7 @@
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@@ -3843,7 +3845,7 @@
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@@ -3855,7 +3857,7 @@
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@@ -3872,7 +3874,7 @@
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+   "id": "d2cbf9b9",
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@@ -3884,7 +3886,7 @@
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+   "id": "c820e33a",
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@@ -3896,7 +3898,7 @@
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@@ -3906,7 +3908,7 @@
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+   "id": "10230128",
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@@ -3918,7 +3920,7 @@
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+   "id": "a7f4bdaa",
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@@ -3928,7 +3930,7 @@
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+   "id": "658eb8ac",
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@@ -3940,7 +3942,7 @@
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@@ -3950,7 +3952,7 @@
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@@ -3962,7 +3964,7 @@
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+   "id": "954ff0c5",
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@@ -3972,7 +3974,7 @@
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+   "id": "1d489a2a",
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@@ -3987,7 +3989,7 @@
   {
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-   "id": "2d797bc4",
+   "id": "9e04847f",
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     "editable": true
@@ -4047,7 +4049,7 @@
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+   "id": "ad6af984",
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@@ -4057,7 +4059,7 @@
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+   "id": "26f1c1eb",
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@@ -4068,7 +4070,7 @@
   {
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-   "id": "2154c3ea",
+   "id": "6c6d1284",
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     "editable": true
@@ -4135,7 +4137,7 @@
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+   "id": "ee356a3b",
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@@ -4146,7 +4148,7 @@
   {
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-   "id": "5436f7d3",
+   "id": "246b382a",
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